SFT-Ultra / README.md
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metadata
license: mit
task_categories:
  - text-generation
language:
  - en
tags:
  - reasoning
  - sft
  - distillation
  - merged
  - chain-of-thought
size_categories:
  - 1M<n<10M

Mega Merged Reasoning SFT Dataset

Auto-merged from 44 source datasets → 3,681,880 rows.

Schema

Every row is:

{
  "messages": [
    {"role": "system",    "content": "..."},
    {"role": "user",      "content": "..."},
    {"role": "assistant", "content": "<think>\n...\n</think>\n\nFinal answer..."}
  ],
  "thinking": "extracted chain-of-thought (or null)",
  "source":   "org/dataset-name"
}
  • messages — standard OpenAI / TRL chat format
  • thinking — isolated CoT when available (also embedded inline in <think> tags)
  • source — which original repo this row came from

Formats auto-detected

# Strategy Description
1 messages list OpenAI-style role/content dicts
2 conversations list ShareGPT-style from/value dicts
3 conversation list Variant key name
4 chat/turns/dialog list Other conversation keys
5 messages with reasoning_content OpenMed / R1 style per-turn reasoning
6 prompt + response Flat pair
7 instruction + output Alpaca-style flat pair
8 question + answer QA-style flat pair
9 query + completion Completion-style flat pair
10 problem + solution Math-style flat pair
11 input + output Generic flat pair
12 Any flat pair + thinking/cot/reasoning Separate CoT column
13 complex_cot + response Medical-o1 style
14 Nested provenance.prompt Crownelius coding datasets
15 system / system_prompt field System message extraction
16 ChatML raw text `<
17 Alpaca raw text ### Instruction: parsing
18 Inline <think>...</think> Extracted + preserved
19 JSON-string conversation Stringified list parsing
20 Single text blob Last-resort extraction
21 Brute-force string scan Two longest strings → user/assistant
22 Prompt-only (no response) Kept as user-only row

Source datasets